{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# AirBnB dataset preprocessing\n",
    "\n",
    "Here I include some preprocessing that is neccesary before we pass the data to the wide and deep model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(83850, 106)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>listing_url</th>\n",
       "      <th>scrape_id</th>\n",
       "      <th>last_scraped</th>\n",
       "      <th>name</th>\n",
       "      <th>summary</th>\n",
       "      <th>space</th>\n",
       "      <th>description</th>\n",
       "      <th>experiences_offered</th>\n",
       "      <th>neighborhood_overview</th>\n",
       "      <th>...</th>\n",
       "      <th>instant_bookable</th>\n",
       "      <th>is_business_travel_ready</th>\n",
       "      <th>cancellation_policy</th>\n",
       "      <th>require_guest_profile_picture</th>\n",
       "      <th>require_guest_phone_verification</th>\n",
       "      <th>calculated_host_listings_count</th>\n",
       "      <th>calculated_host_listings_count_entire_homes</th>\n",
       "      <th>calculated_host_listings_count_private_rooms</th>\n",
       "      <th>calculated_host_listings_count_shared_rooms</th>\n",
       "      <th>reviews_per_month</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>13913</td>\n",
       "      <td>https://www.airbnb.com/rooms/13913</td>\n",
       "      <td>20190710134553</td>\n",
       "      <td>2019-07-11</td>\n",
       "      <td>Holiday London DB Room Let-on going</td>\n",
       "      <td>My bright double bedroom with a large window h...</td>\n",
       "      <td>Hello Everyone, I'm offering my lovely double ...</td>\n",
       "      <td>My bright double bedroom with a large window h...</td>\n",
       "      <td>business</td>\n",
       "      <td>Finsbury Park is a friendly melting pot commun...</td>\n",
       "      <td>...</td>\n",
       "      <td>f</td>\n",
       "      <td>f</td>\n",
       "      <td>moderate</td>\n",
       "      <td>f</td>\n",
       "      <td>f</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>15400</td>\n",
       "      <td>https://www.airbnb.com/rooms/15400</td>\n",
       "      <td>20190710134553</td>\n",
       "      <td>2019-07-11</td>\n",
       "      <td>Bright Chelsea  Apartment. Chelsea!</td>\n",
       "      <td>Lots of windows and light.  St Luke's Gardens ...</td>\n",
       "      <td>Bright Chelsea Apartment  This is a bright one...</td>\n",
       "      <td>Lots of windows and light.  St Luke's Gardens ...</td>\n",
       "      <td>romantic</td>\n",
       "      <td>It is Chelsea.</td>\n",
       "      <td>...</td>\n",
       "      <td>f</td>\n",
       "      <td>f</td>\n",
       "      <td>strict_14_with_grace_period</td>\n",
       "      <td>t</td>\n",
       "      <td>t</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>17402</td>\n",
       "      <td>https://www.airbnb.com/rooms/17402</td>\n",
       "      <td>20190710134553</td>\n",
       "      <td>2019-07-11</td>\n",
       "      <td>Superb 3-Bed/2 Bath &amp; Wifi: Trendy W1</td>\n",
       "      <td>Open from June 2018 after a 3-year break, we a...</td>\n",
       "      <td>Ready again from June 2018 for bookings after ...</td>\n",
       "      <td>Open from June 2018 after a 3-year break, we a...</td>\n",
       "      <td>none</td>\n",
       "      <td>Location, location, location! You won't find b...</td>\n",
       "      <td>...</td>\n",
       "      <td>t</td>\n",
       "      <td>f</td>\n",
       "      <td>strict_14_with_grace_period</td>\n",
       "      <td>f</td>\n",
       "      <td>f</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>24328</td>\n",
       "      <td>https://www.airbnb.com/rooms/24328</td>\n",
       "      <td>20190710134553</td>\n",
       "      <td>2019-07-11</td>\n",
       "      <td>Battersea bedroom &amp; office w parking shared ga...</td>\n",
       "      <td>Artist house, bright high ceiling rooms, priva...</td>\n",
       "      <td>- End of terrace two bedroom house close to So...</td>\n",
       "      <td>Artist house, bright high ceiling rooms, priva...</td>\n",
       "      <td>family</td>\n",
       "      <td>- Battersea is a quiet family area, easy acces...</td>\n",
       "      <td>...</td>\n",
       "      <td>f</td>\n",
       "      <td>f</td>\n",
       "      <td>moderate</td>\n",
       "      <td>t</td>\n",
       "      <td>t</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>25023</td>\n",
       "      <td>https://www.airbnb.com/rooms/25023</td>\n",
       "      <td>20190710134553</td>\n",
       "      <td>2019-07-11</td>\n",
       "      <td>All-comforts 2-bed flat near Wimbledon tennis</td>\n",
       "      <td>Large, all comforts, 2-bed flat; first floor; ...</td>\n",
       "      <td>10 mins walk to Southfields tube and Wimbledon...</td>\n",
       "      <td>Large, all comforts, 2-bed flat; first floor; ...</td>\n",
       "      <td>none</td>\n",
       "      <td>This is a leafy residential area with excellen...</td>\n",
       "      <td>...</td>\n",
       "      <td>f</td>\n",
       "      <td>f</td>\n",
       "      <td>moderate</td>\n",
       "      <td>f</td>\n",
       "      <td>f</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.69</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 106 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      id                         listing_url       scrape_id last_scraped  \\\n",
       "0  13913  https://www.airbnb.com/rooms/13913  20190710134553   2019-07-11   \n",
       "1  15400  https://www.airbnb.com/rooms/15400  20190710134553   2019-07-11   \n",
       "2  17402  https://www.airbnb.com/rooms/17402  20190710134553   2019-07-11   \n",
       "3  24328  https://www.airbnb.com/rooms/24328  20190710134553   2019-07-11   \n",
       "4  25023  https://www.airbnb.com/rooms/25023  20190710134553   2019-07-11   \n",
       "\n",
       "                                                name  \\\n",
       "0                Holiday London DB Room Let-on going   \n",
       "1                Bright Chelsea  Apartment. Chelsea!   \n",
       "2              Superb 3-Bed/2 Bath & Wifi: Trendy W1   \n",
       "3  Battersea bedroom & office w parking shared ga...   \n",
       "4      All-comforts 2-bed flat near Wimbledon tennis   \n",
       "\n",
       "                                             summary  \\\n",
       "0  My bright double bedroom with a large window h...   \n",
       "1  Lots of windows and light.  St Luke's Gardens ...   \n",
       "2  Open from June 2018 after a 3-year break, we a...   \n",
       "3  Artist house, bright high ceiling rooms, priva...   \n",
       "4  Large, all comforts, 2-bed flat; first floor; ...   \n",
       "\n",
       "                                               space  \\\n",
       "0  Hello Everyone, I'm offering my lovely double ...   \n",
       "1  Bright Chelsea Apartment  This is a bright one...   \n",
       "2  Ready again from June 2018 for bookings after ...   \n",
       "3  - End of terrace two bedroom house close to So...   \n",
       "4  10 mins walk to Southfields tube and Wimbledon...   \n",
       "\n",
       "                                         description experiences_offered  \\\n",
       "0  My bright double bedroom with a large window h...            business   \n",
       "1  Lots of windows and light.  St Luke's Gardens ...            romantic   \n",
       "2  Open from June 2018 after a 3-year break, we a...                none   \n",
       "3  Artist house, bright high ceiling rooms, priva...              family   \n",
       "4  Large, all comforts, 2-bed flat; first floor; ...                none   \n",
       "\n",
       "                               neighborhood_overview  ... instant_bookable  \\\n",
       "0  Finsbury Park is a friendly melting pot commun...  ...                f   \n",
       "1                                     It is Chelsea.  ...                f   \n",
       "2  Location, location, location! You won't find b...  ...                t   \n",
       "3  - Battersea is a quiet family area, easy acces...  ...                f   \n",
       "4  This is a leafy residential area with excellen...  ...                f   \n",
       "\n",
       "  is_business_travel_ready          cancellation_policy  \\\n",
       "0                        f                     moderate   \n",
       "1                        f  strict_14_with_grace_period   \n",
       "2                        f  strict_14_with_grace_period   \n",
       "3                        f                     moderate   \n",
       "4                        f                     moderate   \n",
       "\n",
       "  require_guest_profile_picture require_guest_phone_verification  \\\n",
       "0                             f                                f   \n",
       "1                             t                                t   \n",
       "2                             f                                f   \n",
       "3                             t                                t   \n",
       "4                             f                                f   \n",
       "\n",
       "   calculated_host_listings_count  \\\n",
       "0                               3   \n",
       "1                               1   \n",
       "2                              14   \n",
       "3                               1   \n",
       "4                               1   \n",
       "\n",
       "   calculated_host_listings_count_entire_homes  \\\n",
       "0                                            1   \n",
       "1                                            1   \n",
       "2                                           14   \n",
       "3                                            1   \n",
       "4                                            1   \n",
       "\n",
       "  calculated_host_listings_count_private_rooms  \\\n",
       "0                                            2   \n",
       "1                                            0   \n",
       "2                                            0   \n",
       "3                                            0   \n",
       "4                                            0   \n",
       "\n",
       "   calculated_host_listings_count_shared_rooms  reviews_per_month  \n",
       "0                                            0               0.15  \n",
       "1                                            0               0.73  \n",
       "2                                            0               0.41  \n",
       "3                                            0               0.88  \n",
       "4                                            0               0.69  \n",
       "\n",
       "[5 rows x 106 columns]"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import warnings\n",
    "\n",
    "from pathlib import Path\n",
    "\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "\n",
    "DATA_PATH = Path(\"../tmp_data/airbnb/\")\n",
    "df_original = pd.read_csv(DATA_PATH / \"listings.csv.gz\")\n",
    "print(df_original.shape)\n",
    "df_original.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Our goal will be to predict the so called \"yield\" value of the property, a meassure of how profitable the property might be. To that aim, we should only keep features that are known by at the time that an owner registers the property at Airbnb plus, of course, those required to estimate \"yield\" (price and number of reviews per month). For example, review scores should not be included while description or house rules can perfectly be part of our dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "keep_cols = [\n",
    "    \"id\",\n",
    "    \"host_id\",\n",
    "    \"description\",\n",
    "    \"house_rules\",\n",
    "    \"host_name\",\n",
    "    \"host_listings_count\",\n",
    "    \"host_identity_verified\",\n",
    "    \"neighbourhood_cleansed\",\n",
    "    \"latitude\",\n",
    "    \"longitude\",\n",
    "    \"is_location_exact\",\n",
    "    \"property_type\",\n",
    "    \"room_type\",\n",
    "    \"accommodates\",\n",
    "    \"bathrooms\",\n",
    "    \"bedrooms\",\n",
    "    \"beds\",\n",
    "    \"amenities\",\n",
    "    \"price\",\n",
    "    \"security_deposit\",\n",
    "    \"cleaning_fee\",\n",
    "    \"guests_included\",\n",
    "    \"extra_people\",\n",
    "    \"minimum_nights\",\n",
    "    \"instant_bookable\",\n",
    "    \"cancellation_policy\",\n",
    "    \"reviews_per_month\",\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(61953, 27)\n"
     ]
    }
   ],
   "source": [
    "df = df_original[keep_cols]\n",
    "df = df[~df.reviews_per_month.isna()]\n",
    "df = df[~df.description.isna()]\n",
    "df = df[~df.host_listings_count.isna()]\n",
    "print(df.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## House rules\n",
    "\n",
    "I will simply include a binary column with 1/0 if the property has/has not house rules."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "df[\"has_house_rules\"] = df[\"house_rules\"]\n",
    "df.has_house_rules.fillna(0, inplace=True)\n",
    "df[\"has_house_rules\"][df.has_house_rules != 0] = 1\n",
    "df.drop(\"house_rules\", axis=1, inplace=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Host name\n",
    "\n",
    "I will use names to infer gender using `gender_guesser`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Counter({'female': 25198, 'male': 21930, 'unknown': 14825})"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import gender_guesser.detector as gender\n",
    "from collections import Counter\n",
    "\n",
    "host_name = df.host_name.tolist()\n",
    "d = gender.Detector()\n",
    "host_gender = [d.get_gender(n) for n in host_name]\n",
    "replace_dict = {\"mostly_male\": \"male\", \"mostly_female\": \"female\", \"andy\": \"unknown\"}\n",
    "host_gender = [replace_dict.get(item, item) for item in host_gender]\n",
    "Counter(host_gender)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "df[\"host_gender\"] = host_gender\n",
    "df.drop(\"host_name\", axis=1, inplace=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Property type, room type, accommodates, bathrooms, bedrooms, beds and guests included, host listings count, minimum nights\n",
    "\n",
    "Here some standard pre-processing..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.property_type.value_counts()\n",
    "replace_prop_type = [\n",
    "    val\n",
    "    for val in df.property_type.unique().tolist()\n",
    "    if val not in [\"Apartment\", \"House\"]\n",
    "]\n",
    "replace_prop_type = {k: \"other\" for k in replace_prop_type}\n",
    "df.property_type.replace(replace_prop_type, inplace=True)\n",
    "df[\"property_type\"] = df.property_type.apply(lambda x: \"_\".join(x.split(\" \")).lower())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.room_type.value_counts()\n",
    "df[\"room_type\"] = df.room_type.apply(lambda x: \"_\".join(x.split(\" \")).lower())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "df[\"bathrooms\"][(df.bathrooms.isna()) & (df.room_type == \"private_room\")] = 0\n",
    "df[\"bathrooms\"][(df.bathrooms.isna()) & (df.room_type == \"entire_home/apt\")] = 1\n",
    "df.bedrooms.fillna(1, inplace=True)\n",
    "df.beds.fillna(1, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Encode some as categorical\n",
    "categorical_cut = [\n",
    "    (\"accommodates\", 3),\n",
    "    (\"guests_included\", 3),\n",
    "    (\"minimum_nights\", 3),\n",
    "    (\"host_listings_count\", 3),\n",
    "    (\"bathrooms\", 1.5),\n",
    "    (\"bedrooms\", 3),\n",
    "    (\"beds\", 3),\n",
    "]\n",
    "\n",
    "for col, cut in categorical_cut:\n",
    "    new_colname = col + \"_catg\"\n",
    "    df[new_colname] = df[col].apply(lambda x: cut if x >= cut else x)\n",
    "    df[new_colname] = df[new_colname].round().astype(int)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Amenities\n",
    "\n",
    "I will just add a number of dummy columns with 1/0 if the property has/has not that particular amenity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Counter({'tv': 43284,\n",
       "         'cable_tv': 10684,\n",
       "         'wifi': 60217,\n",
       "         'kitchen': 56895,\n",
       "         'paid_parking_off_premises': 11003,\n",
       "         'smoking_allowed': 4466,\n",
       "         'free_street_parking': 6169,\n",
       "         'buzzer_wireless_intercom': 8577,\n",
       "         'heating': 59142,\n",
       "         'family_kid_friendly': 21355,\n",
       "         'washer': 53318,\n",
       "         'dryer': 28035,\n",
       "         'smoke_detector': 54625,\n",
       "         'carbon_monoxide_detector': 37630,\n",
       "         'fire_extinguisher': 20173,\n",
       "         'essentials': 58894,\n",
       "         'shampoo': 44603,\n",
       "         'lock_on_bedroom_door': 14472,\n",
       "         'hangers': 51316,\n",
       "         'hair_dryer': 45997,\n",
       "         'iron': 49040,\n",
       "         'laptop_friendly_workspace': 41529,\n",
       "         'outlet_covers': 308,\n",
       "         'bathtub': 5805,\n",
       "         'children’s_books_and_toys': 3029,\n",
       "         'babysitter_recommendations': 1351,\n",
       "         'crib': 2953,\n",
       "         'pack_’n_play_travel_crib': 2928,\n",
       "         'room-darkening_shades': 2373,\n",
       "         'children’s_dinnerware': 1439,\n",
       "         'hot_water': 35842,\n",
       "         'bed_linens': 23381,\n",
       "         'extra_pillows_and_blankets': 11741,\n",
       "         'ethernet_connection': 2568,\n",
       "         'coffee_maker': 11921,\n",
       "         'refrigerator': 24117,\n",
       "         'dishes_and_silverware': 21637,\n",
       "         'cooking_basics': 20735,\n",
       "         'oven': 22397,\n",
       "         'stove': 19656,\n",
       "         'patio_or_balcony': 7877,\n",
       "         'luggage_dropoff_allowed': 10974,\n",
       "         'long_term_stays_allowed': 15281,\n",
       "         'no_stairs_or_steps_to_enter': 13143,\n",
       "         'wide_entrance': 1798,\n",
       "         'extra_space_around_bed': 2165,\n",
       "         'accessible-height_bed': 1735,\n",
       "         'wide_doorway_to_guest_bathroom': 1044,\n",
       "         'bathtub_with_bath_chair': 89,\n",
       "         'accessible-height_toilet': 1260,\n",
       "         'host_greets_you': 15078,\n",
       "         'handheld_shower_head': 2070,\n",
       "         'roll-in_shower': 347,\n",
       "         'internet': 16771,\n",
       "         'air_conditioning': 3162,\n",
       "         '24-hour_check-in': 5123,\n",
       "         'translation_missing:_en.hosting_amenity_49': 6973,\n",
       "         'translation_missing:_en.hosting_amenity_50': 9151,\n",
       "         'other': 4350,\n",
       "         'elevator': 14361,\n",
       "         'self_check-in': 12519,\n",
       "         'lockbox': 9004,\n",
       "         'microwave': 20279,\n",
       "         'dishwasher': 13950,\n",
       "         'free_parking_on_premises': 10823,\n",
       "         'pets_allowed': 4967,\n",
       "         'pets_live_on_this_property': 2704,\n",
       "         'indoor_fireplace': 5049,\n",
       "         'high_chair': 3350,\n",
       "         'game_console': 752,\n",
       "         'breakfast': 8322,\n",
       "         'first_aid_kit': 20244,\n",
       "         'garden_or_backyard': 7503,\n",
       "         'cat': 1405,\n",
       "         'building_staff': 1715,\n",
       "         'private_entrance': 14039,\n",
       "         'safety_card': 6384,\n",
       "         'private_living_room': 7277,\n",
       "         'bbq_grill': 2099,\n",
       "         'cleaning_before_checkout': 1547,\n",
       "         'single_level_home': 3988,\n",
       "         'paid_parking_on_premises': 3316,\n",
       "         'wheelchair_accessible': 1968,\n",
       "         'gym': 1774,\n",
       "         'body_soap': 560,\n",
       "         'bath_towel': 560,\n",
       "         'toilet_paper': 560,\n",
       "         'hot_water_kettle': 355,\n",
       "         'printer': 47,\n",
       "         'sun_loungers': 27,\n",
       "         'standing_valet': 15,\n",
       "         'bedroom_comforts': 586,\n",
       "         'bathroom_essentials': 586,\n",
       "         'other_pet': 93,\n",
       "         'wide_hallways': 2668,\n",
       "         'well-lit_path_to_entrance': 4281,\n",
       "         'hot_tub': 2226,\n",
       "         'pool': 370,\n",
       "         'doorman': 1062,\n",
       "         'wide_entrance_for_guests': 2632,\n",
       "         'suitable_for_events': 1088,\n",
       "         'wide_entryway': 1637,\n",
       "         'dog': 768,\n",
       "         'breakfast_table': 166,\n",
       "         'full_kitchen': 943,\n",
       "         'smart_lock': 655,\n",
       "         'baby_bath': 633,\n",
       "         'changing_table': 561,\n",
       "         'flat_path_to_guest_entrance': 2709,\n",
       "         'window_guards': 587,\n",
       "         'disabled_parking_spot': 637,\n",
       "         'fireplace_guards': 283,\n",
       "         'waterfront': 606,\n",
       "         'keypad': 1155,\n",
       "         'firm_mattress': 31,\n",
       "         'fixed_grab_bars_for_shower': 213,\n",
       "         'washer_dryer': 2,\n",
       "         'pocket_wifi': 734,\n",
       "         'wide_clearance_to_shower': 797,\n",
       "         '_toilet': 797,\n",
       "         'espresso_machine': 214,\n",
       "         'ev_charger': 433,\n",
       "         'baby_monitor': 295,\n",
       "         'lake_access': 250,\n",
       "         'heated_floors': 124,\n",
       "         'smart_tv': 239,\n",
       "         'dvd_player': 91,\n",
       "         'heated_towel_rack': 252,\n",
       "         'balcony': 100,\n",
       "         'sound_system': 149,\n",
       "         'netflix': 185,\n",
       "         'amazon_echo': 50,\n",
       "         'stair_gates': 474,\n",
       "         'fixed_grab_bars_for_toilet': 87,\n",
       "         'shower_chair': 88,\n",
       "         'private_bathroom': 31,\n",
       "         'beach_essentials': 88,\n",
       "         'ground_floor_access': 12,\n",
       "         'air_purifier': 7,\n",
       "         'table_corner_guards': 130,\n",
       "         '': 106,\n",
       "         'terrace': 107,\n",
       "         'warming_drawer': 13,\n",
       "         'outdoor_seating': 100,\n",
       "         'day_bed': 44,\n",
       "         'rain_shower': 123,\n",
       "         'memory_foam_mattress': 95,\n",
       "         'murphy_bed': 25,\n",
       "         'soaking_tub': 83,\n",
       "         'walk-in_shower': 165,\n",
       "         'convection_oven': 120,\n",
       "         'fire_pit': 8,\n",
       "         'wine_cooler': 42,\n",
       "         'kitchenette': 66,\n",
       "         'mini_fridge': 48,\n",
       "         'double_oven': 83,\n",
       "         'heat_lamps': 6,\n",
       "         'gas_oven': 57,\n",
       "         'tennis_court': 2,\n",
       "         'formal_dining_area': 74,\n",
       "         'en_suite_bathroom': 178,\n",
       "         'exercise_equipment': 15,\n",
       "         'pillow-top_mattress': 56,\n",
       "         'bidet': 10,\n",
       "         'electric_profiling_bed': 17,\n",
       "         'fax_machine': 10,\n",
       "         'high-resolution_computer_monitor': 10,\n",
       "         'beachfront': 16,\n",
       "         'beach_view': 3,\n",
       "         'outdoor_parking': 18,\n",
       "         'shared_gym': 6,\n",
       "         'ceiling_fan': 25,\n",
       "         'stand_alone_steam_shower': 5,\n",
       "         'private_hot_tub': 3,\n",
       "         'pool_cover': 1,\n",
       "         'alfresco_bathtub': 4,\n",
       "         'steam_oven': 13,\n",
       "         'mountain_view': 2,\n",
       "         'mudroom': 2,\n",
       "         'projector_and_screen': 5,\n",
       "         'central_air_conditioning': 4,\n",
       "         'shared_pool': 3,\n",
       "         'shared_hot_tub': 2,\n",
       "         'hammock': 5,\n",
       "         'ski-in_ski-out': 9,\n",
       "         'mobile_hoist': 7,\n",
       "         'touchless_faucets': 2,\n",
       "         'jetted_tub': 5,\n",
       "         'hbo_go': 8,\n",
       "         'private_pool': 1,\n",
       "         'ceiling_hoist': 5,\n",
       "         'outdoor_kitchen': 2,\n",
       "         'sauna': 1,\n",
       "         'ironing_board': 1})"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from functools import reduce\n",
    "from itertools import chain\n",
    "\n",
    "amenity_repls = (\n",
    "    ('\"', \"\"),\n",
    "    (\"{\", \"\"),\n",
    "    (\"}\", \"\"),\n",
    "    (\" / \", \"_\"),\n",
    "    (\"/\", \"_\"),\n",
    "    (\" \", \"_\"),\n",
    "    (\"(s)\", \"\"),\n",
    ")\n",
    "\n",
    "amenities_raw = df.amenities.str.lower().tolist()\n",
    "amenities = [\n",
    "    reduce(lambda a, kv: a.replace(*kv), amenity_repls, s).split(\",\")\n",
    "    for s in amenities_raw\n",
    "]\n",
    "\n",
    "all_amenities = list(chain(*amenities))\n",
    "all_amenities_count = Counter(all_amenities)\n",
    "all_amenities_count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# having a look to the list we see that one amenity is empty and two are\n",
    "# \"translation missing:...\"\n",
    "keep_amenities = []\n",
    "for k, v in all_amenities_count.items():\n",
    "    if k and \"missing\" not in k:\n",
    "        keep_amenities.append(k)\n",
    "\n",
    "final_amenities = [\n",
    "    [amenity for amenity in house_amenities if amenity in keep_amenities]\n",
    "    for house_amenities in amenities\n",
    "]\n",
    "\n",
    "# some properties have no amenities aparently\n",
    "final_amenities = [\n",
    "    [\"no amenities\"] if not amenity else amenity for amenity in final_amenities\n",
    "]\n",
    "final_amenities = [\n",
    "    [\"amenity_\" + amenity for amenity in amenities] for amenities in final_amenities\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>groups</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>[amenity_tv, amenity_cable_tv, amenity_wifi, a...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>[amenity_tv, amenity_cable_tv, amenity_interne...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>[amenity_tv, amenity_wifi, amenity_kitchen, am...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>[amenity_tv, amenity_cable_tv, amenity_interne...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>[amenity_tv, amenity_wifi, amenity_kitchen, am...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                              groups\n",
       "0  [amenity_tv, amenity_cable_tv, amenity_wifi, a...\n",
       "1  [amenity_tv, amenity_cable_tv, amenity_interne...\n",
       "2  [amenity_tv, amenity_wifi, amenity_kitchen, am...\n",
       "3  [amenity_tv, amenity_cable_tv, amenity_interne...\n",
       "4  [amenity_tv, amenity_wifi, amenity_kitchen, am..."
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.preprocessing import MultiLabelBinarizer\n",
    "\n",
    "df_list_of_amenities = pd.DataFrame({\"groups\": final_amenities}, columns=[\"groups\"])\n",
    "df_list_of_amenities.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_list_of_amenities = pd.DataFrame({\"groups\": final_amenities}, columns=[\"groups\"])\n",
    "s = df_list_of_amenities[\"groups\"]\n",
    "mlb = MultiLabelBinarizer()\n",
    "df_amenities = pd.DataFrame(mlb.fit_transform(s), columns=mlb.classes_, index=df.index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>amenity_24-hour_check-in</th>\n",
       "      <th>amenity__toilet</th>\n",
       "      <th>amenity_accessible-height_bed</th>\n",
       "      <th>amenity_accessible-height_toilet</th>\n",
       "      <th>amenity_air_conditioning</th>\n",
       "      <th>amenity_air_purifier</th>\n",
       "      <th>amenity_alfresco_bathtub</th>\n",
       "      <th>amenity_amazon_echo</th>\n",
       "      <th>amenity_baby_bath</th>\n",
       "      <th>amenity_baby_monitor</th>\n",
       "      <th>...</th>\n",
       "      <th>amenity_wheelchair_accessible</th>\n",
       "      <th>amenity_wide_clearance_to_shower</th>\n",
       "      <th>amenity_wide_doorway_to_guest_bathroom</th>\n",
       "      <th>amenity_wide_entrance</th>\n",
       "      <th>amenity_wide_entrance_for_guests</th>\n",
       "      <th>amenity_wide_entryway</th>\n",
       "      <th>amenity_wide_hallways</th>\n",
       "      <th>amenity_wifi</th>\n",
       "      <th>amenity_window_guards</th>\n",
       "      <th>amenity_wine_cooler</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 192 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   amenity_24-hour_check-in  amenity__toilet  amenity_accessible-height_bed  \\\n",
       "0                         0                0                              1   \n",
       "1                         1                0                              0   \n",
       "2                         0                0                              0   \n",
       "3                         1                0                              0   \n",
       "4                         0                0                              0   \n",
       "\n",
       "   amenity_accessible-height_toilet  amenity_air_conditioning  \\\n",
       "0                                 1                         0   \n",
       "1                                 0                         1   \n",
       "2                                 0                         0   \n",
       "3                                 0                         0   \n",
       "4                                 0                         0   \n",
       "\n",
       "   amenity_air_purifier  amenity_alfresco_bathtub  amenity_amazon_echo  \\\n",
       "0                     0                         0                    0   \n",
       "1                     0                         0                    0   \n",
       "2                     0                         0                    0   \n",
       "3                     0                         0                    0   \n",
       "4                     0                         0                    0   \n",
       "\n",
       "   amenity_baby_bath  amenity_baby_monitor  ...  \\\n",
       "0                  0                     0  ...   \n",
       "1                  0                     0  ...   \n",
       "2                  0                     0  ...   \n",
       "3                  0                     0  ...   \n",
       "4                  0                     0  ...   \n",
       "\n",
       "   amenity_wheelchair_accessible  amenity_wide_clearance_to_shower  \\\n",
       "0                              0                                 0   \n",
       "1                              0                                 0   \n",
       "2                              0                                 0   \n",
       "3                              0                                 0   \n",
       "4                              0                                 0   \n",
       "\n",
       "   amenity_wide_doorway_to_guest_bathroom  amenity_wide_entrance  \\\n",
       "0                                       1                      1   \n",
       "1                                       0                      0   \n",
       "2                                       0                      0   \n",
       "3                                       0                      0   \n",
       "4                                       0                      0   \n",
       "\n",
       "   amenity_wide_entrance_for_guests  amenity_wide_entryway  \\\n",
       "0                                 0                      0   \n",
       "1                                 0                      0   \n",
       "2                                 0                      0   \n",
       "3                                 0                      0   \n",
       "4                                 0                      0   \n",
       "\n",
       "   amenity_wide_hallways  amenity_wifi  amenity_window_guards  \\\n",
       "0                      0             1                      0   \n",
       "1                      0             1                      0   \n",
       "2                      0             1                      0   \n",
       "3                      0             1                      0   \n",
       "4                      0             1                      0   \n",
       "\n",
       "   amenity_wine_cooler  \n",
       "0                    0  \n",
       "1                    0  \n",
       "2                    0  \n",
       "3                    0  \n",
       "4                    0  \n",
       "\n",
       "[5 rows x 192 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_amenities.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(61953, 225)\n"
     ]
    }
   ],
   "source": [
    "df.drop(\"amenities\", axis=1, inplace=True)\n",
    "df = pd.concat([df, df_amenities], axis=1)\n",
    "print(df.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>host_id</th>\n",
       "      <th>description</th>\n",
       "      <th>host_listings_count</th>\n",
       "      <th>host_identity_verified</th>\n",
       "      <th>neighbourhood_cleansed</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "      <th>is_location_exact</th>\n",
       "      <th>property_type</th>\n",
       "      <th>...</th>\n",
       "      <th>amenity_wheelchair_accessible</th>\n",
       "      <th>amenity_wide_clearance_to_shower</th>\n",
       "      <th>amenity_wide_doorway_to_guest_bathroom</th>\n",
       "      <th>amenity_wide_entrance</th>\n",
       "      <th>amenity_wide_entrance_for_guests</th>\n",
       "      <th>amenity_wide_entryway</th>\n",
       "      <th>amenity_wide_hallways</th>\n",
       "      <th>amenity_wifi</th>\n",
       "      <th>amenity_window_guards</th>\n",
       "      <th>amenity_wine_cooler</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>13913</td>\n",
       "      <td>54730</td>\n",
       "      <td>My bright double bedroom with a large window h...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>f</td>\n",
       "      <td>Islington</td>\n",
       "      <td>51.56802</td>\n",
       "      <td>-0.11121</td>\n",
       "      <td>t</td>\n",
       "      <td>apartment</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>15400</td>\n",
       "      <td>60302</td>\n",
       "      <td>Lots of windows and light.  St Luke's Gardens ...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>t</td>\n",
       "      <td>Kensington and Chelsea</td>\n",
       "      <td>51.48796</td>\n",
       "      <td>-0.16898</td>\n",
       "      <td>t</td>\n",
       "      <td>apartment</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2 rows × 225 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      id  host_id                                        description  \\\n",
       "0  13913    54730  My bright double bedroom with a large window h...   \n",
       "1  15400    60302  Lots of windows and light.  St Luke's Gardens ...   \n",
       "\n",
       "   host_listings_count host_identity_verified  neighbourhood_cleansed  \\\n",
       "0                  4.0                      f               Islington   \n",
       "1                  1.0                      t  Kensington and Chelsea   \n",
       "\n",
       "   latitude  longitude is_location_exact property_type  ...  \\\n",
       "0  51.56802   -0.11121                 t     apartment  ...   \n",
       "1  51.48796   -0.16898                 t     apartment  ...   \n",
       "\n",
       "  amenity_wheelchair_accessible  amenity_wide_clearance_to_shower  \\\n",
       "0                             0                                 0   \n",
       "1                             0                                 0   \n",
       "\n",
       "   amenity_wide_doorway_to_guest_bathroom  amenity_wide_entrance  \\\n",
       "0                                       1                      1   \n",
       "1                                       0                      0   \n",
       "\n",
       "   amenity_wide_entrance_for_guests amenity_wide_entryway  \\\n",
       "0                                 0                     0   \n",
       "1                                 0                     0   \n",
       "\n",
       "  amenity_wide_hallways amenity_wifi  amenity_window_guards  \\\n",
       "0                     0            1                      0   \n",
       "1                     0            1                      0   \n",
       "\n",
       "  amenity_wine_cooler  \n",
       "0                   0  \n",
       "1                   0  \n",
       "\n",
       "[2 rows x 225 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head(2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Price, security_deposit, cleaning_fee, extra_people"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "money_columns = [\"price\", \"security_deposit\", \"cleaning_fee\", \"extra_people\"]\n",
    "tmp_money_df = df[money_columns].fillna(\"$0\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "money_columns = [\"price\", \"security_deposit\", \"cleaning_fee\", \"extra_people\"]\n",
    "tmp_money_df = df[money_columns].fillna(\"$0\")\n",
    "\n",
    "money_repls = ((\"$\", \"\"), (\",\", \"\"))\n",
    "for col in money_columns:\n",
    "    val_str = tmp_money_df[col].tolist()\n",
    "    val_num = [\n",
    "        float(st)\n",
    "        for st in [\n",
    "            reduce(lambda a, kv: a.replace(*kv), money_repls, s) for s in val_str\n",
    "        ]\n",
    "    ]\n",
    "    tmp_money_df[col] = val_num"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "sns.set(color_codes=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x1534fab20>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 720x720 with 20 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(tmp_money_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "properties with very high price: 176\n",
      "properties with very high security deposit: 247\n",
      "properties with very high cleaning fee: 384\n",
      "properties with very high extra people cost: 224\n"
     ]
    }
   ],
   "source": [
    "high_price, high_deposit, high_cleaning_fee, high_extra_people = 1000, 2000, 200, 100\n",
    "\n",
    "high_price_count = (tmp_money_df.price >= high_price).sum()\n",
    "high_deposit_count = (tmp_money_df.security_deposit >= high_deposit).sum()\n",
    "high_cleaning_fee_count = (tmp_money_df.cleaning_fee >= high_cleaning_fee).sum()\n",
    "high_extra_people_count = (tmp_money_df.extra_people >= high_extra_people).sum()\n",
    "\n",
    "print(\"properties with very high price: {}\".format(high_price_count))\n",
    "print(\"properties with very high security deposit: {}\".format(high_deposit_count))\n",
    "print(\"properties with very high cleaning fee: {}\".format(high_cleaning_fee_count))\n",
    "print(\"properties with very high extra people cost: {}\".format(high_extra_people_count))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x155a66c40>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x1000 with 20 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(\n",
    "    tmp_money_df[\n",
    "        (tmp_money_df.price < high_price)\n",
    "        & (tmp_money_df.security_deposit < high_deposit)\n",
    "        & (tmp_money_df.cleaning_fee < high_cleaning_fee)\n",
    "        & (tmp_money_df.extra_people < high_extra_people)\n",
    "    ]\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There is no apparent correlation between price and \"security deposit\" or \"extra people\", good, moving on..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(60999, 225)\n"
     ]
    }
   ],
   "source": [
    "# We will now just concat and we will drop high values later one\n",
    "df.drop(money_columns, axis=1, inplace=True)\n",
    "df = pd.concat([df, tmp_money_df], axis=1)\n",
    "df = df[\n",
    "    (df.price < high_price)\n",
    "    & (df.price != 0)\n",
    "    & (df.security_deposit < high_deposit)\n",
    "    & (df.cleaning_fee < high_cleaning_fee)\n",
    "    & (df.extra_people < high_extra_people)\n",
    "]\n",
    "print(df.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no NaN, all OK\n"
     ]
    }
   ],
   "source": [
    "# let's make sure there are no nan left\n",
    "has_nan = df.isnull().any(axis=0)\n",
    "has_nan = [df.columns[i] for i in np.where(has_nan)[0]]\n",
    "if not has_nan:\n",
    "    print(\"no NaN, all OK\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Computing a *\"proxi\"* for yield\n",
    "\n",
    "Yield is defined as:\n",
    "\n",
    "$$\n",
    "yield = price * occupancy \\: rate\n",
    "$$\n",
    "\n",
    "Occupancy rate can be calculated as:\n",
    "\n",
    "$$\n",
    "occupancy \\: rate = (reviews\\: / review \\: rate) * average\\: length\\: of\\: stay\n",
    "$$\n",
    "\n",
    "*review rate* and *average length of stay* are normally taken as a constant based in some model. For example, in the [San Francisco](http://insideairbnb.com/about.html) model a review rate of 0.5 is used to convert reviews to estimated bookings (i.e. we assume that only half of the guests will leave a review). An average length of stay of 3 nights  multiplied by the estimated bookings over a period gives the occupancy rate. Therefore, in the expression I have used below, if you want to turn my implementation of 'yield' into a \"proper\" one under the San Francisco model assumptions simply multiply my yield by 6 (3 $\\times$ (1/0.5)) or by 72 (3 $\\times$ 2 $\\times$ 12) if you prefer per year."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "df[\"yield\"] = (df[\"price\"] + df[\"cleaning_fee\"]) * (df[\"reviews_per_month\"])\n",
    "df.drop([\"price\", \"cleaning_fee\", \"reviews_per_month\"], axis=1, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='yield', ylabel='Density'>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkwAAAG1CAYAAAALEauPAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAAA9hAAAPYQGoP6dpAABS+ElEQVR4nO3de3xU1b03/s+ee64kQZJBUIRQiIlyCSSYGhA9PNR6qZFiH2gRxAK2WvMTNKAt5XC3CsgRaeRIoaA+SE/LTQROKWo51pKEAAetgGLUGDDJALkMuc1kZu/fH5O9k2GSzGQyk5kdPu/XKwX2XrNnTRaYT9f67rUFSZIkEBEREVGHNKHuABEREVG4Y2AiIiIi8oKBiYiIiMgLBiYiIiIiLxiYiIiIiLxgYCIiIiLygoGJiIiIyAsGJiIiIiIvGJiIiIiIvNCFugO9hSRJEMWe3zRdoxFC8r7UPo5HeOF4hB+OSXi53sdDoxEgCIJPbRmYAkQUJVRV1ffoe+p0GsTHR8FqbYDDIfboe5Mnjkd44XiEH45JeOF4AAkJUdBqfQtMXJIjIiIi8oKBiYiIiMgLBiYiIiIiLxiYiIiIiLxgYCIiIiLygoGJiIiIyAsGJiIiIiIvGJiIiIiIvGBgIiIiIvKCgYmIiIjICwYmIiIiIi8YmIiIiIi8YGAiIiIi8oKBiYiIiMgLBiaVa3aIyN/zKT46/V2ou0JERNRrMTCp3PmyahR8VokDBaWh7goREVGvxcCkcja70/VrszPEPSEiIuq9GJhUrtkpAgDszWKIe0JERNR7MTCpXLNDbPmVM0xERETBwsCkcnJgcjglOEXOMhEREQUDA5PKOdrMLHFZjoiIKDgYmFTO7hDb/T0REREFDgOTyjW3CUnNvFOOiIgoKBiYVK5tYLJxhomIiCgoGJhUrm1gsnOGiYiIKCgYmFSu7XYCzZxhIiIiCgoGJpXjDBMREVHwhTwwiaKIDRs2YPz48Rg1ahTmzp2LsrKyDttXV1fj2WefRUZGBjIzM7Fs2TI0Nja6tTl06BDuu+8+jBgxAjk5OTh27Jjb+ebmZqxbt055zxkzZuDs2bNB+XzB5mhbw8RtBYiIiIIi5IEpPz8fO3bswIoVK7Bz506Ioog5c+bAbre32z43NxelpaXYtm0bXn31VRw9ehRLly5VzhcUFCAvLw/Tpk3Dnj17kJWVhXnz5qGkpERps3TpUuzevRurV6/Grl27kJCQgLlz5+Lq1avB/rgBJz8aBeBu30RERMES0sBkt9uxdetW5ObmYuLEiUhJScH69etRUVGBw4cPe7Q/deoUioqK8NJLLyEtLQ1ZWVlYvnw59u3bh8rKSgDA5s2bMWnSJMycORPJyclYtGgR0tLSsH37dgBAWVkZdu3ahVWrVmH8+PFITk7GypUrYTAY8K9//atHP38gNHMfJiIioqALaWA6d+4c6uvrkZWVpRyLjY1Famoqjh8/7tG+uLgY/fr1Q3JysnIsMzMTgiDgxIkTEEURJ0+edLseAIwbN0653scff4yYmBhMmDDB7T0/+OADj9epgdu2AqxhIiIiCgpdKN+8oqICANC/f3+344mJicq5tiorKz3aGgwGxMXFoby8HFarFQ0NDTCbzR1e7+uvv8ZNN92Ew4cP44033kBlZSVSU1Px/PPPuwUxf+h0PZs/tVqNW6G3U5R6vA/USqvVuP1KocXxCD8ck/DC8eiakAYmuVjbYDC4HTcajaitrW23/bVt5fY2mw1NTU0dXs9mswEA6urqUFpaivz8fCxcuBCxsbF4/fXX8dOf/hQHDx5E3759/fosGo2A+Pgov17bHW1rmDRabUj6QO5iYyNC3QVqg+MRfjgm4YXj4ZuQBiaTyQTAVcsk/x4AbDYbIiI8B9BkMrVbDG6z2RAZGQmj0ahc79rz8vV0Oh3q6uqwfv16ZUZp/fr1uOuuu7Bnzx7MmTPHr88iihKs1ga/XusvrVbjdpdc7dUmVFfX92gfqJVWq0FsbASs1kY4nawnCzWOR/jhmIQXjocrLPo6wxbSwCQvr1ksFtx8883KcYvFguHDh3u0N5vNOHLkiNsxu92OmpoaJCYmIi4uDpGRkbBYLG5tLBYLkpKSlGvodDq35TeTyYSbbroJFy5c6NbncYSg6NqthsnuCEkfyJ3TKXIcwgjHI/xwTMILx8M3IV24TElJQXR0NAoLC5VjVqsVZ86cQUZGhkf7jIwMVFRUoLS0VDlWVFQEABgzZgwEQUB6erpyTFZYWIixY8cq13A4HPj000+V801NTSgrK8OgQYMC+vl6QtutBOzch4mIiCgoQhqYDAYDZsyYgbVr1+L999/HuXPnMH/+fJjNZkyePBlOpxOXLl1SapNGjhyJ9PR0zJ8/H5988gkKCgqwZMkS5OTkKDNIs2fPxoEDB/DHP/4RJSUlePnll3H27FnMmjULADB27Fh8//vfx6JFi1BcXIwvv/wSCxcuhFarxUMPPRSy74W/3LcV4F1yREREwRDy0vjc3FxMnToVixcvxvTp06HVarFlyxbo9XqUl5cjOzsbBw8eBAAIgoCNGzdi4MCBmDVrFp555hlMmDDBbePK7OxsrF69Gu+88w4efvhhFBQUYNOmTW5LcK+99hoyMzPxq1/9ClOnTkVdXR3efPNNJCQk9PTH7zb3R6NwhomIiCgYBEmSpFB3ojdwOkVUVfVswbVOp8Gzv/8Yl6pddxum3hKP56aN7tE+UCudToP4+ChUV9ezHiAMcDzCD8ckvHA8gISEKJ+LvkM+w0TdwxkmIiKi4GNgUrnmNhtXsoaJiIgoOBiYVI4zTERERMHHwKRikiS57fTNGSYiIqLgYGBSMacooW3JPmeYiIiIgoOBScUc12xlzxkmIiKi4GBgUrHma24DtTeL4C4RREREgcfApGIOp2c4unbWiYiIiLqPgUnF5I3GdFpBOWZjHRMREVHAMTCpmHyHnEGvhVbjCk32ZtYxERERBRoDk4rJy296nQYGvRaAZ10TERERdR8Dk4rJ4Uiv1cCgdw2ljTNMREREAacLdQfIf81KDZMGQksZk50zTERERAHHwKRibZfktJIrMTVzhomIiCjgGJhUTC761mlbV1ZtnGEiIiIKOAYmFWu7rYBG4F1yREREwcLApGLNLRtX6nUaaDWuWSY+T46IiCjwGJhUzNGm6FuvcwWmZj5PjoiIKOC4rYCKue3DpJO3FeAMExERUaAxMKmYXPTt2ofJtXGlnTNMREREAcfApGLKkpxOA4OOO30TEREFC2uYVEzZ6VvXutO3vVmEIAgebSVJ6tG+ERER9SYMTComL8mJEoCWjFTf1Iy6pmaPtiajDtoe7BsREVFvwsCkYnLRt7XOhiabAwBgqW7E6S8vu7XT6zRIvSUB0SY9Z5qIiIj8wMCkYnJgcs0uuYKQ3eHk5pVEREQBxqJvFWt2uEKSViMoj0dxODmDREREFGgMTComzzBpNRpoNa4iJqeTd8kREREFGgOTisl3ybnNMImcYSIiIgo0BiYVU2aYtAK0Ws4wERERBQsDk4o1O9vMMGlYw0RERBQsDEwq1rokp2mdYRI5w0RERBRoDEwqJj8aRcO75IiIiIKKgUnFHG2W5FjDREREFDwMTCrmdpdcSw2TKAEi75QjIiIKKAYmFZOX37RaATpt6wN3HaxjIiIiCigGJhVrbrNxpUbTGpicrGMiIiIKKAYmFXO0WZITBEHZ7dvBOiYiIqKAYmBSsbb7MAFQCr9Zw0RERBRYDEwqpswwtQQl5XlyDExEREQBxcCkUpIkKTNMcv2StuVOOQYmIiKiwGJgUimnKEFqyUXKkhxnmIiIiIKCgUml2hZ2yzNL8kwT75IjIiIKLAYmlWr7CJRrZ5hEiYGJiIgokBiYVEre5VsQ2tYw8fEoREREwRDywCSKIjZs2IDx48dj1KhRmDt3LsrKyjpsX11djWeffRYZGRnIzMzEsmXL0NjY6Nbm0KFDuO+++zBixAjk5OTg2LFjbuffffddDB8+3OPrwoULQfmMwSAvyel1rUOoPE+ONUxEREQBFfLAlJ+fjx07dmDFihXYuXMnRFHEnDlzYLfb222fm5uL0tJSbNu2Da+++iqOHj2KpUuXKucLCgqQl5eHadOmYc+ePcjKysK8efNQUlKitPn888+RmZmJf/zjH25f/fv3D/bHDRg5MOm0bQIT75IjIiIKipAGJrvdjq1btyI3NxcTJ05ESkoK1q9fj4qKChw+fNij/alTp1BUVISXXnoJaWlpyMrKwvLly7Fv3z5UVlYCADZv3oxJkyZh5syZSE5OxqJFi5CWlobt27cr1/niiy8wfPhw9OvXz+1Lq9X22GfvLnlJTt8mMGl4lxwREVFQhDQwnTt3DvX19cjKylKOxcbGIjU1FcePH/doX1xcjH79+iE5OVk5lpmZCUEQcOLECYiiiJMnT7pdDwDGjRvndr3PP//c7RpqJBd969ouyTEwERERBYUulG9eUVEBAB5LYYmJicq5tiorKz3aGgwGxMXFoby8HFarFQ0NDTCbzR1er7a2FpWVlSguLsaOHTtQXV2NESNGIC8vD4MHD+7W52kbXoJNQktg0roevKvVCMrynCRJSngCWp41pxGg0wmQJKHd61H3aVu+/1ptyFe6CRyPcMQxCS8cj64JaWCSi7UNBoPbcaPRiNra2nbbX9tWbm+z2dDU1NTh9Ww2GwDg/PnzAFyh4sUXX0RTUxNef/11/PSnP8X+/ftxww03+PVZNBoB8fFRfr3WH0ZLPQBX0bfRqIdGq4XRqGvpiwaRkUalrV6nQYTJgLi4yB7r3/UsNjYi1F2gNjge4YdjEl44Hr4JaWAymUwAXLVM8u8BwGazISLCcwBNJlO7xeA2mw2RkZEwGo3K9a49L19v7NixOHbsGOLj4yEIrtmWjRs3YuLEidi9ezfmzZvn12cRRQlWa4Nfr/VHda3rvXRaDWy2ZjTZHJBEV11Tk82Bhgab0tag16KxyY6amtbdwSnwtFoNYmMjYLU2cmuHMMDxCD8ck/DC8XCFRV9n2EIamOTlNYvFgptvvlk5brFYMHz4cI/2ZrMZR44ccTtmt9tRU1ODxMRExMXFITIyEhaLxa2NxWJBUlKS8ueEhAS38xERERg4cKBSOO4v+WG4PcFmcwJwBSZRlOAUJWhaAqDDKbrVMTlFCZIoweGQIDExBZ3TKfbo3wXqHMcj/HBMwgvHwzchXbhMSUlBdHQ0CgsLlWNWqxVnzpxBRkaGR/uMjAxUVFSgtLRUOVZUVAQAGDNmDARBQHp6unJMVlhYiLFjxwIA/vSnP2HcuHFoaGidDaqrq8M333yDoUOHBvTzBVN7+zDxLjkiIqLgCGlgMhgMmDFjBtauXYv3338f586dw/z582E2mzF58mQ4nU5cunRJqU0aOXIk0tPTMX/+fHzyyScoKCjAkiVLkJOTo8wgzZ49GwcOHMAf//hHlJSU4OWXX8bZs2cxa9YsAMCECRMgiiIWLlyI8+fP49NPP8XTTz+NhIQETJkyJWTfi65qbncfppZHozAwERERBVTIS+Nzc3MxdepULF68GNOnT4dWq8WWLVug1+tRXl6O7OxsHDx4EAAgCAI2btyIgQMHYtasWXjmmWcwYcIEt40rs7OzsXr1arzzzjt4+OGHUVBQgE2bNinbCPTv3x/btm1DQ0MDpk+fjsceewwxMTF48803lRooNZC3FdBzWwEiIqKgEyQWtQSE0ymiqqq+x97vb8fL8M7755GZmoTR37sBjTYHzpfV4NhnlRjYLwr3jBmotDXotRg59AZEm/SsYQoinU6D+PgoVFfXsx4gDHA8wg/HJLxwPICEhCifi75DPsNE/lEejcJnyREREQUdA5NKyTVM+naeJccaJiIiosBiYFIpZ0sNkxySAN4lR0REFCwMTColttQiaa55BArAwERERBRoDEwqJS+7tZlgYmAiIiIKEgYmlVJmmIR2Zpiu0y3uiYiIgoWBSaWcYjtLcrxLjoiIKCgYmFRKaplEcp9h4l1yREREwcDApFLtFX3zLjkiIqLgYGBSqXaX5NoEJu7oTUREFDgMTColzzBp2wlMrvM93iUiIqJei4FJpZRtBQTPom8AcIq8U46IiChQGJhUSp5hEtrWMLUJT/JO4ERERNR9DEwqJc8wtV2GEwRBqWninXJERESBw8CkUu0tyQHc7ZuIiCgYGJhUSs5Dbe+SAxiYiIiIgoGBSaVaZ5jcjzMwERERBR4Dk0q1blzpPoStgYl3yREREQUKA5NKtW5c6X5c2e2bd8kREREFDAOTSnVY9K3l8+SIiIgCjYFJpdrbVqDtn1nDREREFDgMTCrV3saVAAMTERFRMDAwqZTyLDnuw0RERBR0DEwqpdQwdTjDxLvkiIiIAoWBSaXkPHRtYFIejcK75IiIiAKGgUmlnF7ukuOSHBERUeAwMKmUJHlbkmNgIiIiChQGJpUSGZiIiIh6DAOTSnW4JCfXMDEwERERBQwDk0p537iSd8kREREFCgOTSilLcu55ic+SIyIiCgIGJpWSZ5g8d/rmXXJERESBxsCkUh0uyWlZ9E1ERBRoDEwqJeehjoq+GZiIiIgCh4FJpTp6NIqGd8kREREFHAOTSjm97sPEu+SIiIgChYFJpaQOH77Lom8iIqJAY2BSKW8bVzIwERERBQ4Dk0q17sPUwV1y3IeJiIgoYBiYVEiSJLTkpU52+mZgIiIiChQGJhWSZ5cAz40reZccERFR4DEwqVDbG+D4LDkiIqLgY2BSobazR55F37xLjoiIKNAYmFSo7ZJcR/swSRKX5YiIiAIl5IFJFEVs2LAB48ePx6hRozB37lyUlZV12L66uhrPPvssMjIykJmZiWXLlqGxsdGtzaFDh3DfffdhxIgRyMnJwbFjxzq83rvvvovhw4fjwoULAftMwdZ29khzzQjKd8ld246IiIj8F/LAlJ+fjx07dmDFihXYuXMnRFHEnDlzYLfb222fm5uL0tJSbNu2Da+++iqOHj2KpUuXKucLCgqQl5eHadOmYc+ePcjKysK8efNQUlLica2LFy9i+fLlwfpoQeM2wyS0X/QNMDAREREFSkgDk91ux9atW5Gbm4uJEyciJSUF69evR0VFBQ4fPuzR/tSpUygqKsJLL72EtLQ0ZGVlYfny5di3bx8qKysBAJs3b8akSZMwc+ZMJCcnY9GiRUhLS8P27dvdriWKIvLy8pCWltYjnzWQ5KU2QQCEawOTIEA+xCU5IiKiwAhpYDp37hzq6+uRlZWlHIuNjUVqaiqOHz/u0b64uBj9+vVDcnKyciwzMxOCIODEiRMQRREnT550ux4AjBs3zuN6mzZtQnNzM5544okAf6rgEzvY5VvGO+WIiIgCSxfKN6+oqAAA9O/f3+14YmKicq6tyspKj7YGgwFxcXEoLy+H1WpFQ0MDzGZzp9f75JNPsHXrVvzlL39RZqYCQafrmfwpL7vJwUijEdy2F9BqNXA4nYDkaqPVCBA0AnQ6AZLUfsii7tNqNW6/UmhxPMIPxyS8cDy6JqSBSS7WNhgMbseNRiNqa2vbbX9tW7m9zWZDU1NTh9ez2WwAgIaGBjz33HN47rnncMsttwQsMGk0AuLjowJyLW+anK5f5QJvo1EPjVarnNdpNbDBCb1Bh8hII/Q6DSJMBsTFRfZI/653sbERoe4CtcHxCD8ck/DC8fBNSAOTyWQC4Kplkn8PADabDRERngNoMpnaLQa32WyIjIyE0WhUrnftefl6K1euxODBgzFt2rSAfQ7AtUxmtTYE9Jodqa6pBwAIcAUmm60ZTTaHcl6ebKpvsCPKqIVBr0Vjkx01Na2PVKHA02o1iI2NgNXaCKeTy6GhxvEIPxyT8MLxcIVFX2fYQhqY5OU1i8WCm2++WTlusVgwfPhwj/ZmsxlHjhxxO2a321FTU4PExETExcUhMjISFovFrY3FYkFSUhIAYNeuXTAYDBg9ejQAwOl0Tdc88MAD+MUvfoFf/OIXfn8eh6Nn/sLZm13v0/YxKG3viJOX55odIpwt5yRRgsMhQWJiCjqnU+yxvwvkHccj/HBMwgvHwzchXbhMSUlBdHQ0CgsLlWNWqxVnzpxBRkaGR/uMjAxUVFSgtLRUOVZUVAQAGDNmDARBQHp6unJMVlhYiLFjxwIADh8+jPfeew979+7F3r17sXLlSgDAG2+8EfBZp2CR5KJvTfv1SBo+gJeIiCigQjrDZDAYMGPGDKxduxYJCQkYMGAA1qxZA7PZjMmTJ8PpdKKqqgoxMTEwmUwYOXIk0tPTMX/+fCxduhQNDQ1YsmQJcnJylBmk2bNnY968eUhNTcWECROwa9cunD17FqtWrQIADBo0yK0PcjH4jTfeiLi4uB79/P6S92G69jlyMt4lR0REFFghL43Pzc3F1KlTsXjxYkyfPh1arRZbtmyBXq9HeXk5srOzcfDgQQCuPYc2btyIgQMHYtasWXjmmWcwYcIEt40rs7OzsXr1arzzzjt4+OGHUVBQgE2bNrltRaB2TmVbgfbP83lyREREgSVILGoJCKdTRFVVfY+8V8l3tVj15gn0i4vA757KRtG/vkNjm6Lv94sv4OLlenz/NjOGDuwDg16LkUNvQLRJzxqmINLpNIiPj0J1dT3rAcIAxyP8cEzCC8cDSEiI8rnoO+QzTNR1ysaVHYyermW7AQeX5IiIiAKCgUmFvO30LW+geb3+PwYiIqJAY2BSIdHLXXK6lulFh5PLb0RERIHAwKRCci13RzNM+pbA1MwZJiIiooBgYFIhb9sKKEty1+nOrURERIHGwKRCTi9LcpxhIiIiCiwGJhXyttM3Z5iIiIgCy6/AVFlZGeh+UBc4vdwlp2/ZVqCZgYmIiCgg/ApMd999N+bMmYODBw/CbrcHuk/khVzD1OE+TMq2ArxLjoiIKBD8CkwvvvgiRFHEc889h+zsbCxbtgyffvppoPtGHZC3FdB2kJj0Wi7JERERBZJfD9996KGH8NBDD6GyshJ79uzBvn378M4772Do0KGYMmUKfvSjH+GGG24IdF+phTLD1MGz5OR9mLgkR0REFBjdKvpOSkrCL37xCxw6dAi7du1CfHw81qxZg4kTJ+Lpp5/G6dOnA9VPakN+4kmHd8lxp28iIqKA6vZdcsXFxfjtb3+Ln//85zhx4gTuvPNOPP/882hsbMT06dOxbdu2AHST2mqdYep8p+9mp8iH7RIREQWAX0typaWl2LdvH959911cvHgRAwYMwKOPPoopU6agf//+AIAZM2bgueeew+uvv47HHnsskH2+7nl9NIrOdVySWsMVERER+c+vwPSDH/wARqMRkyZNwooVK5CVldVuuyFDhuCbb77pTv+oHd42rpRnmADX5pURxh7pFhERUa/lV2D67W9/ix/96EeIiYnptN2TTz6JJ5980q+OUce8LclpBAFajQCnKHFrASIiogDwq4bpr3/9KywWS7vnzp07hwcffLBbnaLOSWLnz5IDWgu/eaccERFR9/k8w1RcXKwUEBcVFeH48eOoqqryaPfhhx+irKwscD0kD06p8yU5QF6Wc3IvJiIiogDwOTD9+c9/xr59+yAIAgRBwLJlyzzayIHqgQceCFwPyYO3om+gzQwTtxYgIiLqNp8D0+LFi/HjH/8YkiRh1qxZWLJkCYYOHerWRqPRIDY2Ft/73vcC3lFqJXp5lhwA6FqeJ8cZJiIiou7zOTDFxMQgMzMTAPDmm28iLS0NUVFRQesYdawlL3X4LDmg9U45BiYiIqLu8zkw7d27F3fddRfi4+Px3Xff4bvvvuu0fU5OTnf7Rh1wdqXom3fJERERdZvPgen555/Hf/3XfyE+Ph7PP/98p20FQWBgCiLJy7YCAGeYiIiIAsnnwPT++++jX79+yu8pdFj0TURE1LN8DkwDBgxo9/cyh8OBuro6xMXFBaRj1DGnT0XfnGEiIiIKFL82rnQ4HNi4cSP2798PACgsLMSdd96JrKwszJo1C7W1tQHtJLmTd/rutIap5S45zjARERF1n1+BacOGDXj99ddhtVoBACtXrkRcXBxeeOEFfPvtt1i3bl1AO0nufFmS0+k4w0RERBQofgWmAwcOYMGCBfjZz36GkpISnD9/Hr/85S8xc+ZMzJ8/Hx988EGg+0ltyNsKCJ0syem18qNReJccERFRd/kVmCwWC0aOHAkA+Pvf/w6NRoMJEyYAAMxmM65evRq4HpIHUXTNGnW2JKfMMHFJjoiIqNv8CkyJiYm4cOECAOCDDz7ArbfeioSEBADAqVOnYDabA9dD8tCSlzq/S45F30RERAHjV2B64IEH8OKLL+LnP/85Tpw4gR//+McAgFWrVuG1117Dgw8+GNBOkjvR54fvAs0MTERERN3m87YCbT3zzDOIjIzE8ePH8eyzz+KnP/0pAODTTz/F448/jl/+8pcB7SS5a32WXMdtuCRHREQUOH4FJkEQ8MQTT+CJJ55wO75z586AdIo658sMk7KtAGeYiIiIus2vwAQAV69eRUFBARoaGpRHdbTFR6MEjy/PkuMMExERUeD4FZg++ugj5ObmorGxsd3zfJZccIk+7PQtF32LUmvAIiIiIv/4FZjWrVuHIUOG4IUXXkBSUhI0Gr9qx8lP8oSeL0XfAHf7JiIi6i6/AlNJSQny8/MxduzYQPeHfOD0YadvjUaAViPAKUpcliMiIuomv6aGbrzxRtTV1QW6L+Qj5VlynSzJAdxagIiIKFD8CkxPPPEEfv/73yubV1LP8uVZcgCgbyn85pIcERFR9/i1JLd//35UVlbi//yf/4OEhASYTCa384Ig4MiRIwHpIHnypegbAHQtWwtwt28iIqLu8Sswmc1mPv4khJw+7MMEtFmS4wwTERFRt/gVmF588cVA94O6QFKW5DpvxyU5IiKiwPB740rAdbfcxx9/DIvFgkcffRRlZWVISUlBdHR0oPpH7VCKvr0kJs4wERERBYZfgUkURSxZsgS7du2CJEkQBAE//OEPkZ+fj2+//RZvv/02l+yCyOnDs+SANjNMrGEiIiLqFr/uksvPz8f+/fuxcuVKfPzxx8qjUfLy8iCKItavX+/ztURRxIYNGzB+/HiMGjUKc+fORVlZWYftq6ur8eyzzyIjIwOZmZlYtmyZx47jhw4dwn333YcRI0YgJycHx44dczv/2WefYdasWRg9ejTuuOMOLFmyBFevXu3CdyC0xJb8472GqaXomzNMRERE3eJXYNq1axdyc3Px4x//GHFxccrxW2+9Fbm5ufj44499vlZ+fj527NiBFStWYOfOnRBFEXPmzIHdbm+3fW5uLkpLS7Ft2za8+uqrOHr0KJYuXaqcLygoQF5eHqZNm4Y9e/YgKysL8+bNQ0lJCQDg8uXLmD17NgYMGIDdu3cjPz8fJ06cwPPPP+/PtyIkfHn4LsB9mIiIiALFr8B0+fJl3Hrrre2eS0pKgtVq9ek6drsdW7duRW5uLiZOnIiUlBSsX78eFRUVOHz4sEf7U6dOoaioCC+99BLS0tKQlZWF5cuXY9++faisrAQAbN68GZMmTcLMmTORnJyMRYsWIS0tDdu3bwcAXLx4EdnZ2Vi+fDkGDx6M9PR0/OQnP+lSyAs1X7cVYNE3ERFRYPgVmAYNGoSjR4+2e66oqAiDBg3y6Trnzp1DfX09srKylGOxsbFITU3F8ePHPdoXFxejX79+SE5OVo5lZmZCEAScOHECoiji5MmTbtcDgHHjxinXGzlyJF555RXodK7yrZKSEuzbtw933nmnT30OBz5vXMmibyIiooDwq+h71qxZWLJkCZqbm3H33XdDEASUlpaisLAQW7du9Xl5q6KiAgDQv39/t+OJiYnKubYqKys92hoMBsTFxaG8vBxWqxUNDQ0eBecdXe8HP/gBvvnmGwwYMAAbN270qc+d0el65iHE8pKcPIMkPzfuWkaDFgDQ7HBC0AjQ6QRIkpdKcfKbtiWgarV8GHU44HiEH45JeOF4dI1fgemRRx5BVVUVXn/9dezYsQMAsGDBAuj1esyZMwfTp0/36TpysbbBYHA7bjQaUVtb2277a9vK7W02G5qamjq8ns1m83jd2rVr0djYiDVr1mDmzJnYt28foqKifOr7tTQaAfHx/r22y1qW4mKiIwAARqMeGq3Wo1lstGsHdrtDRITJgLi4yJ7p33UuNjYi1F2gNjge4YdjEl44Hr7xex+muXPn4sEHH0RRURF0Oh1iYmIwcuRItyJwb+RHqtjtdrfHq9hsNkREeA6gyWRqtxjcZrMhMjISRqNRud6159u73u233w4A2LhxI+666y787W9/Q05Ojs/9b0sUJVitDX69tqscDicAoLHRhtgoA2y2ZjTZHJ4NJddSXGOTA41NdtTUSGiZnKIg0Go1iI2NgNXaCCcL7UOO4xF+OCbhhePhCou+zrB1OTC999572LlzJ06fPg2Hw/VD2mQyIT09HdOnT8ekSZN8vpa8vGaxWHDzzTcrxy0WC4YPH+7R3mw2ezyjzm63o6amBomJiYiLi0NkZCQsFotbG4vFgqSkJADAV199hW+//RYTJ05UziclJSEuLk4pHPdXT92+L9cwtf2zU/RMQnINU5PdCUmU4HBIyhYQFDxOp8itHMIIxyP8cEzCC8fDNz4vXDqdTjzzzDN47rnnUFZWhvvvvx8///nP8fjjj+Oee+7BF198gaeffrpLt+fLu4IXFhYqx6xWK86cOYOMjAyP9hkZGaioqEBpaalyrKioCAAwZswYCIKA9PR05ZissLAQY8eOBQD885//RG5urtudfN9++y2qq6vdisnDmdPHu+TkGiZ7s1OpeyIiIqKu83mGaceOHTh8+DB+85vfYMaMGRCu+WHtdDqxc+dOrF69GmPHjsXUqVO9XtNgMGDGjBlYu3YtEhISMGDAAKxZswZmsxmTJ0+G0+lEVVUVYmJiYDKZMHLkSKSnp2P+/PlYunQpGhoasGTJEuTk5CgzSLNnz8a8efOQmpqKCRMmYNeuXTh79ixWrVoFAHjggQfwxhtvIC8vD8899xxqa2uxcuVKjBgxAnfffXdXvnchI08meXuWnEHvCkwSgCabA7ERnvVfRERE5J3PM0x79+7FtGnT8Oijj3qEJQDQarX42c9+hp/85CfYs2ePzx3Izc3F1KlTsXjxYkyfPh1arRZbtmyBXq9HeXk5srOzcfDgQQCAIAjYuHEjBg4ciFmzZuGZZ57BhAkT3DauzM7OxurVq/HOO+/g4YcfRkFBATZt2qTMHsXFxSl7Mk2fPh1PPfUUUlNTsWXLFmjbKZwOR63Pkut8hkmrEZTdvuub2qlxIiIiIp/4PMP09ddf4+mnn/babvz48Xjvvfd87oBWq0VeXh7y8vI8zg0cOBCff/6527G+fftiw4YNnV4zJyen0+LtwYMH4z//8z997mO48XXjSgAw6rVwOB2ob2oOdreIiIh6LZ9nmBobG9GnTx+v7eLj41FfX9+tTlHnfN24EmhdlmvgDBMREZHffA5MkiT5tGSl0Wh4J1aQdSUwyYXf9Y2cYSIiIvIXt/dUGVGSIMdRX5fkAM4wERERdUeX9mFaunQpoqOjO21TV1fXrQ5R59ruweSt6BsAjHpXJmYNExERkf98DkzyvkjeltuioqKUPY8o8Np+/31akuMMExERUbf5HJjeeuutYPaDfCS22Yy1K4GJM0xERET+Yw2TyrR9BIovNUwGJTBxhomIiMhfDEwq0/YRJz7VMCl3yTEwERER+YuBSWXaFn37MMGkFH03cEmOiIjIbwxMKiPPMAkC2n1EzbW4JEdERNR9DEwqI88w+bIcB7QWfTfaHG6zU0REROQ7BiaV6cpz5IDWwATwTjkiIiJ/MTCpjLwk58uWAnI7va5l80oWfhMREfmFgUllnF2cYQJaZ5nq+Dw5IiIivzAwqYxchuTrDBPQZmsBLskRERH5hYFJZZQapi4EJpN8pxxnmIiIiPzCwKQyrUXfvr9GnmHikhwREZF/GJhURi769nVbAYBLckRERN3FwKQy8gyTL5tWylj0TURE1D0MTCrjzwyTic+TIyIi6hYGJpXxp+ibM0xERETdw8CkMl3d6RtgDRMREVF3MTCpjLOLO30DnGEiIiLqLgYmlRFF169dmWGSa5isDXZIEh/AS0RE1FUMTCrT1WfJAUCkSQ8AsDeLaLI7g9IvIiKi3oyBSWVai759f41ep1FmmWrqbMHoFhERUa/GwKQycmDSdmFJDgDioo0AgJqrDExERERdxcCkMv4syQFAbJQBAFBTZw94n4iIiHo7BiaV8WenbwDoE+0KTNVckiMiIuoyBiaVcYpd3+kbAPpEcUmOiIjIXwxMKuPvkpw8w8SibyIioq5jYFIZeRulruzDBAB9WMNERETkNwYmlXH68Sw5gDNMRERE3cHApDL+PHwXaFPDVGfjbt9ERERdxMCkMq0P3+3a6+RtBRxOCfVNjkB3i4iIqFdjYFIZf4u+9ToNoiNcj0jhnXJERERdw8CkMv7u9A0A8TGty3JERETkOwYmlZFnmISursmh9fEo3LySiIioaxiYVEb0c+NKAIiL5tYCRERE/mBgUhllWwE/luT4AF4iIiL/MDCpjOjnxpUAEMcaJiIiIr8wMKmMv/swAW1mmBiYiIiIuoSBSWVatxXo+mtbAxNrmIiIiLoiLAKTKIrYsGEDxo8fj1GjRmHu3LkoKyvrsH11dTWeffZZZGRkIDMzE8uWLUNjY6Nbm0OHDuG+++7DiBEjkJOTg2PHjrmdP3/+PObNm4dx48YhKysLubm5+O6774Ly+QKpOzNM8TGuou/aOrtyHSIiIvIuLAJTfn4+duzYgRUrVmDnzp0QRRFz5syB3d7+TEhubi5KS0uxbds2vPrqqzh69CiWLl2qnC8oKEBeXh6mTZuGPXv2ICsrC/PmzUNJSQkAV+CaPXs2TCYT3nrrLWzevBlVVVWYM2cObLbwXq4Su1H0HRtlgCC4ZqmuNnCWiYiIyFchD0x2ux1bt25Fbm4uJk6ciJSUFKxfvx4VFRU4fPiwR/tTp06hqKgIL730EtLS0pCVlYXly5dj3759qKysBABs3rwZkyZNwsyZM5GcnIxFixYhLS0N27dvBwAcOXIEDQ0NePnllzFs2DDcdtttWLNmDUpKSnDy5Mke/fxdJS/J+bOtgFajUR6RUsU75YiIiHwW8sB07tw51NfXIysrSzkWGxuL1NRUHD9+3KN9cXEx+vXrh+TkZOVYZmYmBEHAiRMnIIoiTp486XY9ABg3bpxyvaysLOTn58NkMinnNS1FQVarNaCfL9C6M8MEAIlxEQAAS3Wjl5ZEREQk04W6AxUVFQCA/v37ux1PTExUzrVVWVnp0dZgMCAuLg7l5eWwWq1oaGiA2Wzu8HoDBw7EwIED3c6/8cYbMJlMyMjI6PZnCqbu7PQNuALT+Qu1sNQwMBEREfkq5IFJLtY2GAxux41GI2pra9ttf21bub3NZkNTU1OH1+uoPumtt97C22+/jcWLFyMhIcGvzwEAOl3wJ+xa8hL0Og20Wg0gStBohE6X6LQaAYJGgE4nwNw3EgBwuaaxR/p7PdFqNW6/UmhxPMIPxyS8cDy6JuSBSV4Ws9vtbktkNpsNERER7bZvrxjcZrMhMjISRqNRud6156+9niRJePXVV/H666/jl7/8JR599FG/P4dGIyA+Psrv1/tKp9cCAKIijYiJiUBjVQOMRj00Wm2Hr9HrNIgwGRAXF4nBA+MBAFV19h7p7/UoNtbz7y2FDscj/HBMwgvHwzchD0zy8prFYsHNN9+sHLdYLBg+fLhHe7PZjCNHjrgds9vtqKmpQWJiIuLi4hAZGQmLxeLWxmKxICkpSflzc3MzXnjhBbz33nt44YUX8Nhjj3Xrc4iiBKu1oVvX8EVTkwMAYLM14+rVRuX3TTZHh68x6LVobLKjpkZCtNH1/yQuWq6iuro+6P29nmi1GsTGRsBqbYTTKYa6O9c9jkf44ZiEF46HKyz6OsMW8sCUkpKC6OhoFBYWKoHJarXizJkzmDFjhkf7jIwMrF27FqWlpRg0aBAAoKioCAAwZswYCIKA9PR0FBUV4ZFHHlFeV1hYiLFjxyp/XrhwIf72t79h3bp1uP/++wPyWRyO4P+Fc8h/qSWp5S+4AFGUlGfMtccpSpBECQ6HhIQY1yxeTZ0d9Q3NMBo6npki/zidYo/8XSDfcDzCD8ckvHA8fBPywGQwGDBjxgysXbsWCQkJGDBgANasWQOz2YzJkyfD6XSiqqoKMTExMJlMGDlyJNLT0zF//nwsXboUDQ0NWLJkCXJycpQZpNmzZ2PevHlITU3FhAkTsGvXLpw9exarVq0CAOzevRsHDx7EwoULkZmZiUuXLin9kd8nXHVnWwEAiI7QI8qkQ32TA5dqGjEwMTqQ3SMiIuqVwqLSKzc3F1OnTsXixYsxffp0aLVabNmyBXq9HuXl5cjOzsbBgwcBAIIgYOPGjRg4cCBmzZqFZ555BhMmTHDbuDI7OxurV6/GO++8g4cffhgFBQXYtGmTshXBe++9BwB4+eWXkZ2d7fYlv0+4krcV8PcuOQDoJ28twDvliIiIfCJIksRnZASA0ymiqir4NUGv/vk0TpdcwWM/TMG/jR0Iuyig6F/fodFLDdPIoTcg2qSHJEnYtO9fKDprwU/uHop7x93c4euoa3Q6DeLjo1BdXc/p7TDA8Qg/HJPwwvEAEhKifK5hCosZJvKds5tLcgCQGM8ZJiIioq5gYFIZqZs7fQNAYpxrLyZLdfDv6iMiIuoNGJhURr4ZThOIGSY+HoWIiMgnDEwqI28fEIjAdMXa1LpNAREREXWIgUllWh++6/81+kQZYNBrIEnAldqmAPWMiIio92JgUpnmlhkhXTee/SMIAhJbthao5LIcERGRVwxMKiNvX9/dB+cmxrPwm4iIyFcMTCrT7HQtyem7+XTppATXDFN5FQMTERGRNwxMKiNvLtadJTkAuLFvFACg/DIfwEtERORNyJ8lR13jUGqYulb1LQiuL8D1uhtvcD1DrvxKA4Rr9nTi5u9ERETuGJhURg5M+i7UMGm1AjQaDa42OgC4wlBstB4AUFtvh6WmAZEmvdLeZNRBG7guExERqR4Dk8rId8n5+uwbwPUYlUa7AyVltbA7nMrxKJMO9U0O/OOTciQluIrA9ToNUm9JUJ47R0RERAxMquPsRtF3s0OEvbk1MMVGGVDf5MDl2kbExxgD1kciIqLehkXfKiJKkrLTd1drmNoTF+0KSbV19m5fi4iIqDdjYFIR+Q45oPt3yQGuHb8BBiYiIiJvGJhUpO1z37pS9N2RPtEtgamegYmIiKgzDEwqIm9aCbgKubtLDkx1jc18CC8REVEnGJhUxNlmD6Zr907yh8mgg1Hv2kCAs0xEREQdY2BSkUA8ePdayrIc65iIiIg6xMCkIoF6LEpbrYXftoBdk4iIqLdhYFIRh7wHUwAKvmXK1gJckiMiIuoQA5OKNPv5HLnOxMW4ZpiqrJxhIiIi6ggDk4oEY0kuIcYEwHWnXNtdwImIiKgVA5OKOMTAByajQYsok+sJOZxlIiIiah8Dk4o4HPJjUQI7bH37uGaZqq42BfS6REREvQUDk4rIm0vqA1jDBAAJLQ/e5QwTERFR+xiYVEQp+g7gXXIAkBDbMsNk5QwTERFRexiYVCQYRd8AkBDburUAH5FCRETkiYFJRVqX5AI7bBFGHUwGLSSJy3JERETtYWBSEXnjSm2Aa5gEQVBmma7UclmOiIjoWgxMKhKsGSagdT+mK6xjIiIi8sDApCLBKvoG0GaGqTHg1yYiIlI7BiYVcTiDU/QNtL1TzsbCbyIiomswMKmIvHFlMJbkYiL1MOq1cIoSyix1Ab8+ERGRmjEwqYg88xPoom/AVfidGB8BAPjqYm3Ar09ERKRmDEwqEsyibwBKYCr5zhqU6xMREakVA5OKBLPoG4DbDJMkSUF5DyIiIjViYFIReR+mYBR9A67Cb61GQH2TAxVVDUF5DyIiIjViYFIR+dEogX74rkyraa1j+qKsJijvQUREpEYMTCrSHMRtBWRJCZEAgPMXWPhNREQkY2BSEWcPBCazHJg4w0RERKRgYFKRZrmGKUhF34Cr8FsQAEtNI2rq+CBeIiIigIFJVVp3+g5ODRMAGPRaDOgXDQA4V1odtPchIiJSEwYmFWkt+g7usKXcHAcA+NfXVUF9HyIiIrUIeWASRREbNmzA+PHjMWrUKMydOxdlZWUdtq+ursazzz6LjIwMZGZmYtmyZWhsdH9g7KFDh3DfffdhxIgRyMnJwbFjxzp87zlz5uC1114L6GcKlp4o+gaAlEHxAIDPvq7ifkxEREQIg8CUn5+PHTt2YMWKFdi5c6cSYux2e7vtc3NzUVpaim3btuHVV1/F0aNHsXTpUuV8QUEB8vLyMG3aNOzZswdZWVmYN28eSkpK3K5jt9vx61//Gh999FEwP15AOXughgkAhtzYBwa9BrX1dly4VB/U9yIiIlKDkAYmu92OrVu3Ijc3FxMnTkRKSgrWr1+PiooKHD582KP9qVOnUFRUhJdeeglpaWnIysrC8uXLsW/fPlRWVgIANm/ejEmTJmHmzJlITk7GokWLkJaWhu3btyvXOXnyJKZMmYLi4mLExsb22OftruYeqGECAL1Og5SbXbNM//r6SlDfi4iISA1CGpjOnTuH+vp6ZGVlKcdiY2ORmpqK48ePe7QvLi5Gv379kJycrBzLzMyEIAg4ceIERFHEyZMn3a4HAOPGjXO73tGjRzF+/Hjs3bsXMTExQfhkweHooSU5AEgbnADAtSxHRER0vdOF8s0rKioAAP3793c7npiYqJxrq7Ky0qOtwWBAXFwcysvLYbVa0dDQALPZ3On15s+fH6iP4CbYS2VyYDIZddDpNNBqNYAoQaMRoNV0POukEQQIggCNFtA6O5+d0moECBoBo753A945ch7ny2rhlCQY9dqAfpbeSNsSZLU9EGjJO45H+OGYhBeOR9eENDDJxdoGg8HtuNFoRG2t507TjY2NHm3l9jabDU1NTR1ez2YL7p5CGo2A+PiooL6H/Cy5vglRiI93bTDZWNUAo1EPjbbjQBNh0kGn0yLCZIBOJ3b6HnqdBhEmA27u3wf94iNwqboRF640YuytSYH7IL1cbGxEqLtAbXA8wg/HJLxwPHwT0sBkMpkAuGqZ5N8DgM1mQ0SE5wCaTKZ2i8FtNhsiIyNhNBqV6117vr3rBZIoSrBag/fAWkmS0NyyrUBDXROqISkzWjZbM5psjg5fK0giHA4nGpvssNudnb6PQa9FY5MdtbUSUgfF42h1I/55+iKSzdGB+zC9lFarQWxsBKzWRmVXdgodjkf44ZiEF46HKyz6OsMW0sAkL69ZLBbcfPPNynGLxYLhw4d7tDebzThy5IjbMbvdjpqaGiQmJiIuLg6RkZGwWCxubSwWC5KSgj9DIu+TFJRrt/nLLLS8lyC4/iSKEpxix7f/i5IESZIgOtFpO8B1XhIlOBwSRiT3xdH//Q4nP7dg2j1DIQjBLTbvLZxOMah/F6hrOB7hh2MSXjgevgnpwmVKSgqio6NRWFioHLNarThz5gwyMjI82mdkZKCiogKlpaXKsaKiIgDAmDFjIAgC0tPTlWOywsJCjB07Nkifome0DUw9td6ceksCDDoNrlhtKLPU9ch7EhERhaOQBiaDwYAZM2Zg7dq1eP/993Hu3DnMnz8fZrMZkydPhtPpxKVLl5TapJEjRyI9PR3z58/HJ598goKCAixZsgQ5OTnKDNLs2bNx4MAB/PGPf0RJSQlefvllnD17FrNmzQrlR+02uX4JCP5O3zKjXqvcLXfyi0s98p5EREThKOSl8bm5uZg6dSoWL16M6dOnQ6vVYsuWLdDr9SgvL0d2djYOHjwIABAEARs3bsTAgQMxa9YsPPPMM5gwYYLbxpXZ2dlYvXo13nnnHTz88MMoKCjApk2b3LYiUCO5fkkjCNB0ckdcoI3+Xj8AwP+ev9xj70lERBRuQlrDBABarRZ5eXnIy8vzODdw4EB8/vnnbsf69u2LDRs2dHrNnJwc5OTk+PT+H3zwgc99DSVlDyZdz9YRjRzaF4IAfGupw+XaRtzQh3dTEBHR9SfkM0zkGzkw9dRynCwm0oDvDegDgLNMRER0/WJgUgm5hqkndvkWBPnLteFl+vBEAK46JvmY/EVERHQ9CPmSHPnG0UPPkdNqBWg0GlxtdABwhbRbb3E9V+7zb2tw4XId4qKNSnuTUQfuAU5ERL0dA5NKyEXfwZ5h0moENNodKCmrhd3RusllUkIEKqsasf/jrzEi+QYArl3BU29JQLRJD0nqfH8nIiIiNeOSnEq0Fn33zJA1O0TYm53K1y3mWADA+bJa5VgzNzojIqLrBAOTSrQuyYVmyAaZY6ARgOqrNtRcDe5z+YiIiMINA5NKyEXfPX2XnMxk0OLGfq7nyX1Vbg1JH4iIiEKFgUkleqrouzNDbnQty339nZU1S0REdF1hYFKJnir67szAflEw6DSob3LgwqX6kPWDiIiopzEwqUSoa5jk9/7eTXEAgLPfVIesH0RERD2NgUkllI0re+guuY6k3BwHQQAqqhpwpbYppH0hIiLqKQxMKiEvyelDWMMEAFERegwyxwAA/vXVlZD2hYiIqKcwMKmEUwz9kpwstWXn75KLtait4xYDRETU+4X+py/5JByKvmU39IlAYnwERAn48OTFUHeHiIgo6EL/05d80pMP3/XFbUMSAAAfffId6hqaQ9wbIiKi4AqPn77kVeujUUJbwyQbcEMU+saaYG8W8bfislB3h4iIKKgYmFSi2SkXfYfHkAmCgFHfcz2E98iJMjTaHCHuERERUfCEx09f8soRRjVMslv6xyApIQINTQ58cPJCqLtDREQUNOHz05c6FW41TIBrlukHmTcDAP678Fs0NHGWiYiIeqfw+elLnQqHZ8m1Z8zwRNx4QxTqmxz4a9G3oe4OERFRUDAwqURr0Xd4DZlGI+Dh8UMAAIeLy2BtsIe4R0RERIEXXj99qUPhVvTd1pjh/TAoKQY2uxMHj5WGujtEREQBF34/fald4Vj0LRMEAVPucs0yHSm+gK/LrSHuERERUWCF309fapdDDL+i77ZuH9IXmbcmQpQk/OG9M7A3O0PdJSIiooAJz5++5EGeYdKHycaVMkGQvwQ8+oMUxEUbUH6lAbv/5ysIguD2RUREpFYMTCohF31rw2iGSasVoNFocLXRgbqmZkAApk0aBgA4fLwMR06Uoa6pWfninBMREamVLtQdIN80t+zDFE5F31qNgEa7AyVltbA7WuPQiOS++KTkCnb87QtYqhsxyBwDvU6D1FsSEG3SQ5KkEPaaiIio68Lnpy91KpyLvpsdIuzNTuVr5NC+SB4QC0kC3j9xAV9/Z0VzS/+JiIjUKPx++lK7wnXjyvYIgoCsNDNuSoyGKEr48KQrNBEREakVA5NKyIFJH2YbV3ZEoxEwYdSNGGSOgSgBH5y4gP85/R2X44iISJXU8dOXwvJZct5oNQLGj+yPoQP6QALw5w++xBvvfoYmO585R0RE6qKen77XudYlOXUNmUYQkHVbEjJTk6ARgIIzlVixvRgXLtWFumtEREQ+U9dP3+uUKElwKhtXhn8N07UEQcCI5L74/x4ZifgYI8qvNGDl9mJ8/Gl5qLtGRETkEwYmFWhoal3CMuq1IexJ9wwZ0AdLH89E2uAE2B0ithw4iy0HzsBm5w5NREQU3hiYVKCyqgEAEB9jhEHFgUkQgD5RBiz4ySg8PH4IBAH4+NMKLN9+HKUVV7krOBERhS0GJhWoaAlM5oTIEPfEf213BW+wO3DP2IF4euoI9IlyPUplxfbjeOf9L1BdZ+Ou4EREFHa407cK9IrA1MGu4A/eeQv++a8KfPWdFYeLyvDPTyswLjUJPxo/GLERBm5DQEREYYGBSQUqrqg/MMnkXcFlGo2A7BH9cVNiNIrOVqKusRnvn7iAM99U4f6sW5B5a6Lq7gwkIqLeh4FJBZQZpr7qD0wdGWSOwYB+UTj7TTU++7oK5Vca8If3zuDPf/8S6cP6YfTQG5AyKJ7hiYiIQoKBKcyJooTK6kYAvWOGqTM6rQa3J/fFbcl9UVtnw99PfYfaOjs+PHkRH568CJNBi9uT++LO2/rj9uS+0LQUh3PZjoiIgo2BKcxdsTbB4RSh02rQN9YU6u70iEiTDlm39cfE0Tfh82+r8GnJFfzrqypYG+w4ftaC42ctMCdE4q7RN2LU9/rhhrgIqPfeQSIiUgMGpjAnL8clJURAo7k+brdXCsQv1MIpSkgdnIBbb4nHpZpGfPWdFZ9/W4OKqgb86f0v8V8ffInvDYzD0AF9cFNiNFJviUdMpCHUH4GIiHoZBqYwpxR8x/fu5bj2XFsgHhdtRPqwfrhtcALOX6jF1+VWVFlt+KKsBl+U1QBw7fU0bGAc7khLwh2pZhgNnHsiIqLuY2AKc9dDwXdXGfRapA1OQNrgBDTaHNBoBFiqGlHyXS2+razD52U1+LysBn/+ewkyb03CsIFxuKV/DPpEGWAyaLkxJhERdVnIA5Moiti4cSP+/Oc/4+rVq8jIyMCSJUtw0003tdu+uroaK1euxP/8z/9AEATcf//9WLhwISIiIpQ2hw4dwmuvvYYLFy5gyJAhWLRoEbKysrp0jXDRG/ZgCqaEPiaMHNoPTqcEQMKV2ib87/lL+Mcn5bhc24S/n7qIv5+6qLTXagTExxjRLy4CN94QhSH9YzHkxlgkxkcwSBERUYdCHpjy8/OxY8cO/O53v4PZbMaaNWswZ84c7N+/HwaDZy1Kbm4uGhsbsW3bNlitVvzmN79BQ0MDXnrpJQBAQUEB8vLysHDhQtx55534y1/+gnnz5mHv3r1ITk726RrhhIGpc+1tiHlDXAQeGj8YFy7V4+KlOlRWNaL6ahMcTtdDjC/XNuFybRPOllbj/ZbrRJl0GGSOQXyMCX2iDOgTZUBslAHREXpEGHWIMGoRadQh0qSDXsdlPiKi601IA5PdbsfWrVvx3HPPYeLEiQCA9evXY/z48Th8+DAeeOABt/anTp1CUVERDh48qISf5cuXY86cOViwYAGSkpKwefNmTJo0CTNnzgQALFq0CKdOncL27duxfPlyn64RLprsDlRftQHgkpw319Y7AUBSfASS4ltnDQ16DW7p3weXa5pwubYRFyx1KK24ijLLVdQ3OXDmm2qf3sug1yAmwoCYSD2iI/SIjjQgJkKPPtEGJN4QDa0kItKoU45HReig1XD/KCIiNQtpYDp37hzq6+vdlstiY2ORmpqK48ePewSm4uJi9OvXTwk6AJCZmQlBEHDixAnce++9OHnyJJ5//nm3140bNw6HDx/26Rr33XdfMD6qXyqrXPsvxUTqEWXSh7g36mfQaxFh0sHe7ITJoMXQgX0wdGAfOEUJ1dYmVF21obHJgQabQwlf9U0ONNocaLI70GRzQgJgbxZxpbkJV6xNPr2vAMBo0EKrEaDVaqDVCNBpNdBpXb/qtRrodRrXMZ0G+pbjOvmYVoBe6/q9Qa+BUa+F0aCFyaCDUe863vbaWo0Ag14Lg851XYNOCwiuPb1EyTXLJokSRAlwiiJEyXVOgKtoXtPyAGSNRmjzZ9eu7AIEaDRwnW9zXNPN5UxRkt+fy6JEFJ5CGpgqKioAAP3793c7npiYqJxrq7Ky0qOtwWBAXFwcysvLYbVa0dDQALPZ3OH1vF3DXxqNgISEKL9f357YPhHY/OtJMOi16BPluTwpCIAkAfdkDkJnezdqBECn02BgUmyn7djWs63DIaJtU0lybZQpSYAESfmzIAgQW46LogRJcgWS62FTTQnweFiy4P4/EK49KbleB0lSvr9tv1NCy2uFNq8R2mnXmWYAl6obXC/ubcuoHeTK9g+HTwh1ArhS2whJ0EDQc9Y11NQ0HoIARJr0MOgC28+ubNcT0sDU2OiaQbm2VsloNKK2trbd9u3VNRmNRthsNjQ1NXV4PZvN5tM1/CUIArTawP6HSavVwNzX+xBF+vi4kK7U3rBt19sSEVHvFdJIaTK5dq622+1ux202W7t3rJlMJo+2cvvIyEgYjUav1/N2DSIiIqJrhTQwyUtjFovF7bjFYmm3+NpsNnu0tdvtqKmpQWJiIuLi4hAZGdnp9bxdg4iIiOhaIQ1MKSkpiI6ORmFhoXLMarXizJkzyMjI8GifkZGBiooKlJaWKseKiooAAGPGjIEgCEhPT1eOyQoLCzF27FifrkFERER0rZAGJoPBgBkzZmDt2rV4//33ce7cOcyfPx9msxmTJ0+G0+nEpUuXlNqkkSNHIj09HfPnz8cnn3yCgoICLFmyBDk5OcoM0uzZs3HgwAH88Y9/RElJCV5++WWcPXsWs2bN8vkaRERERG0JUohv43E6nXjllVewe/duNDU1KTt9Dxw4EBcuXMC//du/4cUXX8SUKVMAAFeuXMGyZcvw0UcfwWg04t5778ULL7yg1C8BwN69e5Gfn4+KigoMHToUeXl5blsX+HINIiIiIlnIAxMRERFRuAvvjReIiIiIwgADExEREZEXDExEREREXjAwEREREXnBwERERETkBQMTERERkRcMTEREREReMDCpkCiK2LBhA8aPH49Ro0Zh7ty5KCsrC3W3eqX//M//xKOPPup27OzZs5gxYwZGjRqFe+65B2+++abbeV/Gx9s1qFVNTQ2WLFmCCRMmID09HdOnT0dxcbFy/tixY5gyZQpGjhyJe++9FwcOHHB7vc1mw7Jly5CVlYXRo0fj2WefRVVVlVsbb9egVleuXEFeXh7uuOMOjB49GvPmzUNJSYlynv8+Qufrr7/G6NGjsXv3buUYxyOAJFKd1157TRo3bpz04YcfSmfPnpUef/xxafLkyZLNZgt113qVt99+W0pJSZFmzJihHKuqqpLGjRsnvfDCC9KXX34p/eUvf5Fuv/126S9/+YvSxtv4+HINajV79mzpgQcekI4fPy599dVX0rJly6QRI0ZIJSUl0pdffindfvvt0iuvvCJ9+eWX0h/+8AcpNTVV+uc//6m8/vnnn5cmTZokHT9+XDp9+rSUk5Mj/exnP1PO+3INavV//+//lR555BHp9OnT0pdffik9/fTTUnZ2ttTQ0MB/HyFkt9ulKVOmSMOGDZN27dolSRL/exVoDEwqY7PZpNGjR0v/7//9P+VYbW2tNGLECGn//v0h7FnvUVFRIT3xxBPSqFGjpHvvvdctMG3atEnKzs6WmpublWPr1q2TJk+eLEmSb+Pj7RrU6ptvvpGGDRsmFRcXK8dEUZQmTZok/cd//If029/+Vpo6darbaxYsWCA9/vjjkiS5xjIlJUX6+9//rpz/6quvpGHDhkknT56UJEnyeg1qVVNTIy1YsED6/PPPlWNnz56Vhg0bJp0+fZr/PkJo3bp10syZM90CE8cjsLgkpzLnzp1DfX2927PxYmNjkZqaiuPHj4ewZ73HZ599Br1ej3fffRcjR450O1dcXIzMzEzodDrl2B133IFvvvkGly9f9ml8vF2DWsXHx+ONN97A7bffrhwTBAGCIMBqtaK4uNjtew24vpcnTpyAJEk4ceKEckw2ePBgJCUluY1HZ9egVn369MG6deswbNgwAEBVVRW2bdsGs9mMoUOH8t9HiBw/fhx/+tOf8Lvf/c7tOMcjsBiYVKaiogIA0L9/f7fjiYmJyjnqnnvuuQevvfYabrrpJo9zFRUVMJvNbscSExMBAOXl5T6Nj7drUKvY2FjcddddMBgMyrG//vWvKC0txfjx4zv8XjY2NqK6uhqVlZWIj4/3eLC2L+MhX4Pa99vf/hZZWVk4cOAAVq1ahcjISP77CAGr1YqFCxdi8eLFHt9XjkdgMTCpTGNjIwC4/QABAKPRCJvNFoouXVeampra/d4DruJiX8bH2zWoYydPnsQLL7yAyZMnY+LEie1+L+U/2+12NDY2epwHvI9H22tQ+2bNmoVdu3bhgQcewFNPPYXPPvuM/z5CYOnSpRg9ejQefPBBj3Mcj8DSeW9C4cRkMgFw/Ydc/j3g+osbERERqm5dN0wmk8cPUfk/GpGRkT6Nj7drUPuOHDmC5557Dunp6Vi7di0A13+4r/1eyn+OiIho93sNuI+Ht2tQ+4YOHQoAWLVqFU6fPo23336b/z562N69e1FcXIz9+/e3e57jEVicYVIZeerUYrG4HbdYLEhKSgpFl64rZrO53e89ACQlJfk0Pt6uQZ7efvttPP3007j77ruxadMm5f/h9u/fv93vZWRkJGJiYmA2m1FTU+PxH/y24+HtGtSqqqoKBw4cgMPhUI5pNBoMHToUFouF/z562K5du3DlyhVMnDgRo0ePxujRowEA//7v/445c+ZwPAKMgUllUlJSEB0djcLCQuWY1WrFmTNnkJGREcKeXR8yMjJw4sQJOJ1O5VhBQQEGDx6Mvn37+jQ+3q5B7nbs2IEVK1bgZz/7GV555RW35YGxY8eiqKjIrX1BQQHS09Oh0WgwZswYiKKoFH8Drr1qKisrlfHwdg1qdfnyZSxYsADHjh1TjjU3N+PMmTNITk7mv48etnbtWhw8eBB79+5VvgAgNzcXq1at4ngEWqhv06Oue+WVV6TMzEzpyJEjbvtm2O32UHet11m0aJHbtgKXL1+WMjIypEWLFknnz5+Xdu3aJd1+++3S7t27lTbexseXa5DLV199JaWlpUlPPfWUZLFY3L6sVqv0xRdfSGlpadKaNWukL7/8UtqyZYvHHkoLFiyQ7rnnHqmgoEDZh6ntmPpyDWo1Z84cafLkyVJRUZH0+eefSwsWLJAyMjKkixcv8t9HGGi7rQDHI7AYmFTI4XBIL7/8snTHHXdIo0aNkubOnSuVlZWFulu90rWBSZIk6fTp09JPfvIT6bbbbpPuvvtu6a233nI778v4eLsGubz++uvSsGHD2v1atGiRJEmSdPToUemBBx6QbrvtNunee++VDhw44HaN+vp66Te/+Y00duxYaezYsdKCBQukqqoqtzberkGtrFar9O///u/SnXfeKY0YMUJ6/PHHpS+++EI5z38fodU2MEkSxyOQBEniRiNEREREneECPREREZEXDExEREREXjAwEREREXnBwERERETkBQMTERERkRcMTEREREReMDARERERecHARETXtddeew3Dhw/v0muef/553HPPPZ222b17N4YPH44LFy50p3tEFCZ0oe4AEVEoPfLIIxg/fnyou0FEYY6BiYiua2azGWazOdTdIKIwxyU5IurVXnrpJYwYMQJXr151O56fn48xY8bg5Zdf9liSO3LkCKZMmYLbb78dd955J1auXImGhoYO30MUReTn52PixIkYOXIknnzySdTW1gbl8xBRaDAwEVGvNnXqVNhsNvz3f/+32/F9+/bhvvvuQ0REhNvx/fv346mnnsKQIUPw+9//Hr/61a/w7rvv4sknn0RHj95cs2YNfv/732Pq1KnYuHEj4uLisG7duqB9JiLqeVySI6JeLTk5GaNHj8a+ffvwyCOPAABOnjyJb775Br/73e/wj3/8Q2krSRLWrl2L8ePHY+3atcrxW265BY899hiOHj2KiRMnul3farXirbfewuzZs/GrX/0KADB+/HhYLBZ89NFHwf+ARNQjOMNERL3ej3/8YxQXF+PixYsAgD179mDw4MEYPXq0W7uvvvoKFRUVuOeee+BwOJSvjIwMREdH4+OPP/a49v/+7/+iubkZd999t9vxH/7wh8H7QETU4xiYiKjXk5fe9u3bB5vNhkOHDmHKlCke7WpqagAAy5YtQ1pamttXXV0dLBaLx2vkWqX4+Hi34/369Qv8ByGikOGSHBH1elFRUbj33ntx6NAhDBs2DA0NDXjooYc82sXGxgIAFi5ciMzMTI/zffr08TgmB6UrV65gyJAhynE5fBFR78AZJiK6LkydOhVffPEFtm/fju9///tISkryaDNkyBD07dsXFy5cwO233658JSUlYd26dThz5ozHa0aPHg2TyeRRVP7hhx8G7bMQUc/jDBMRXRfGjBmDwYMHo6ioCOvXr2+3jVarxfz587FkyRJotVrcfffdsFqtyM/PR2VlJdLS0jxeExUVhSeffBL/8R//gYiICNxxxx04evQoAxNRL8PARETXjYkTJ6KqqgqTJk3qsM0jjzyCqKgo/OEPf8Cf/vQnREZGIj09HWvXrsVNN93U7mueeOIJREZGYvv27di+fTtGjx6NRYsWYenSpUH6JETU0wSpo41FiIh6EUmScP/99yM7Oxu//vWvQ90dIlIZzjARUa9WV1eHbdu24dNPP0VZWRkeffTRUHeJiFSIgYmIejWTyYSdO3dCFEWsXr26w2U1IqLOcEmOiIiIyAtuK0BERETkBQMTERERkRcMTEREREReMDARERERecHAREREROQFAxMRERGRFwxMRERERF4wMBERERF5wcBERERE5MX/D/4Beyf1ESZ2AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(df[\"yield\"], bins=40)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "657.9059999999997"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.percentile(df[\"yield\"], 97)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='yield', ylabel='Density'>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(df[df[\"yield\"] <= 600][\"yield\"], bins=40)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
